{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1bc6cb9-703e-4bb2-a159-9ff2f3e6238c",
   "metadata": {},
   "source": [
    "Chapter 10\n",
    "# 解剖一幅图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "673dc5df-4d63-4d27-a56f-ab6c7a009a4c",
   "metadata": {},
   "source": [
    "代码来源：https://matplotlib.org/stable/gallery/showcase/anatomy.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fdd9d287-57a5-42cc-b55e-d9bfdb6eeaf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib.patches import Circle\n",
    "from matplotlib.patheffects import withStroke\n",
    "from matplotlib.ticker import AutoMinorLocator, MultipleLocator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3d095d86-14ed-494c-800d-072e0dd05497",
   "metadata": {},
   "outputs": [],
   "source": [
    "royal_blue = [0, 20/256, 82/256]\n",
    "\n",
    "\n",
    "# make the figure\n",
    "\n",
    "np.random.seed(19680801)\n",
    "\n",
    "X = np.linspace(0.5, 3.5, 100)\n",
    "Y1 = 3+np.cos(X)\n",
    "Y2 = 1+np.cos(1+X/0.75)/2\n",
    "Y3 = np.random.uniform(Y1, Y2, len(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8211e5c2-e6e0-4a06-a38b-67b79a078388",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7.5, 7.5))\n",
    "ax = fig.add_axes([0.2, 0.17, 0.68, 0.7], aspect=1)\n",
    "\n",
    "ax.xaxis.set_major_locator(MultipleLocator(1.000))\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.yaxis.set_major_locator(MultipleLocator(1.000))\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.xaxis.set_minor_formatter(\"{x:.2f}\")\n",
    "\n",
    "ax.set_xlim(0, 4)\n",
    "ax.set_ylim(0, 4)\n",
    "\n",
    "ax.tick_params(which='major', width=1.0, length=10, labelsize=14)\n",
    "ax.tick_params(which='minor', width=1.0, length=5, labelsize=10,\n",
    "               labelcolor='0.25')\n",
    "\n",
    "ax.grid(linestyle=\"--\", linewidth=0.5, color='.25', zorder=-10)\n",
    "\n",
    "ax.plot(X, Y1, c='C0', lw=2.5, label=\"Blue signal\", zorder=10)\n",
    "ax.plot(X, Y2, c='C1', lw=2.5, label=\"Orange signal\")\n",
    "ax.plot(X[::3], Y3[::3], linewidth=0, markersize=9,\n",
    "        marker='s', markerfacecolor='none', markeredgecolor='C4',\n",
    "        markeredgewidth=2.5)\n",
    "\n",
    "ax.set_title(\"Anatomy of a figure\", fontsize=20, verticalalignment='bottom')\n",
    "ax.set_xlabel(\"x Axis label\", fontsize=14)\n",
    "ax.set_ylabel(\"y Axis label\", fontsize=14)\n",
    "ax.legend(loc=\"upper right\", fontsize=14)\n",
    "\n",
    "\n",
    "# Annotate the figure\n",
    "\n",
    "def annotate(x, y, text, code):\n",
    "    # Circle marker\n",
    "    c = Circle((x, y), radius=0.15, clip_on=False, zorder=10, linewidth=2.5,\n",
    "               edgecolor=royal_blue + [0.6], facecolor='none',\n",
    "               path_effects=[withStroke(linewidth=7, foreground='white')])\n",
    "    ax.add_artist(c)\n",
    "\n",
    "    # use path_effects as a background for the texts\n",
    "    # draw the path_effects and the colored text separately so that the\n",
    "    # path_effects cannot clip other texts\n",
    "    for path_effects in [[withStroke(linewidth=7, foreground='white')], []]:\n",
    "        color = 'white' if path_effects else royal_blue\n",
    "        ax.text(x, y-0.2, text, zorder=100,\n",
    "                ha='center', va='top', weight='bold', color=color,\n",
    "                style='italic', fontfamily='monospace',\n",
    "                path_effects=path_effects)\n",
    "\n",
    "        color = 'white' if path_effects else 'black'\n",
    "        ax.text(x, y-0.33, code, zorder=100,\n",
    "                ha='center', va='top', weight='normal', color=color,\n",
    "                fontfamily='monospace', fontsize='medium',\n",
    "                path_effects=path_effects)\n",
    "\n",
    "\n",
    "annotate(3.5, -0.13, \"Minor tick label\", \"ax.xaxis.set_minor_formatter\")\n",
    "annotate(-0.03, 1.0, \"Major tick\", \"ax.yaxis.set_major_locator\")\n",
    "annotate(0.00, 3.75, \"Minor tick\", \"ax.yaxis.set_minor_locator\")\n",
    "annotate(-0.15, 3.00, \"Major tick label\", \"ax.yaxis.set_major_formatter\")\n",
    "annotate(1.68, -0.39, \"xlabel\", \"ax.set_xlabel\")\n",
    "annotate(-0.38, 1.67, \"ylabel\", \"ax.set_ylabel\")\n",
    "annotate(1.52, 4.15, \"Title\", \"ax.set_title\")\n",
    "annotate(1.75, 2.80, \"Line\", \"ax.plot\")\n",
    "annotate(2.25, 1.54, \"Markers\", \"ax.scatter\")\n",
    "annotate(3.00, 3.00, \"Grid\", \"ax.grid\")\n",
    "annotate(3.60, 3.58, \"Legend\", \"ax.legend\")\n",
    "annotate(2.5, 0.55, \"Axes\", \"fig.subplots\")\n",
    "annotate(4, 4.5, \"Figure\", \"plt.figure\")\n",
    "annotate(0.65, 0.01, \"x Axis\", \"ax.xaxis\")\n",
    "annotate(0, 0.36, \"y Axis\", \"ax.yaxis\")\n",
    "annotate(4.0, 0.7, \"Spine\", \"ax.spines\")\n",
    "\n",
    "# frame around figure\n",
    "fig.patch.set(linewidth=4, edgecolor='0.5')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
